{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 10 绘图实例(2) Drawing example(2)\n",
    "本文主要讲述seaborn官网相关函数绘图实例。具体内容有：\n",
    "1. Grouped violinplots with split violins(violinplot)\n",
    "2. Annotated heatmaps(heatmap)\n",
    "3. Hexbin plot with marginal distributions(jointplot)\n",
    "4. Horizontal bar plots(barplot)\n",
    "5. Horizontal boxplot with observations(boxplot)\n",
    "6. Conditional means with observations(stripplot)\n",
    "7. Joint kernel density estimate(jointplot)\n",
    "8. Overlapping densities(ridge plot)\n",
    "9. Faceted logistic regression(lmplot)\n",
    "10. Plotting on a large number of facets(FacetGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "# from IPython.core.interactiveshell import InteractiveShell\n",
    "# InteractiveShell.ast_node_interactivity = \"all\" \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Grouped violinplots with split violins(violinplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\", palette=\"pastel\", color_codes=True)\n",
    "# Load the example tips dataset\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Draw a nested violinplot and split the violins for easier comparison 画分组的小提琴图\n",
    "\n",
    "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
    "               # split表示当两种类别嵌套时分别用不同颜色表示\n",
    "               # inner表示小提琴内部的数据点表示形式\n",
    "               split=True, inner=\"quart\",\n",
    "               # 设定hue对应类别的颜色\n",
    "               palette={\"Yes\": \"y\", \"No\": \"b\"},\n",
    "               data=tips)\n",
    "sns.despine(left=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Annotated heatmaps(heatmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example flights dataset and conver to long-form\n",
    "flights_long = sns.load_dataset(\"flights\")\n",
    "# 转成透视表后\n",
    "flights = flights_long.pivot(\"month\", \"year\", \"passengers\")\n",
    "# Draw a heatmap with the numeric values in each cell\n",
    "f, ax = plt.subplots(figsize=(9, 6))\n",
    "# annot表示每个方格内写入数据，fmt注释的形式，linewidth行宽度\n",
    "sns.heatmap(flights, annot=True, fmt=\"d\", linewidths=.5, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Hexbin plot with marginal distributions(jointplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rs = np.random.RandomState(11)\n",
    "x = rs.gamma(2, size=1000)\n",
    "y = -.5 * x + rs.normal(size=1000)\n",
    "# 边界核密度估计图 kind选择类型\n",
    "sns.jointplot(x, y, kind=\"hex\", color=\"#4CB391\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Horizontal bar plots(barplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Initialize the matplotlib figure 设置图像大小\n",
    "f, ax = plt.subplots(figsize=(6, 15))\n",
    "\n",
    "# Load the example car crash dataset 获得数据集\n",
    "crashes = sns.load_dataset(\"car_crashes\").sort_values(\"total\", ascending=False)\n",
    "\n",
    "# Plot the total crashes 设置后续颜色色调\n",
    "sns.set_color_codes(\"pastel\")\n",
    "sns.barplot(x=\"total\", y=\"abbrev\", data=crashes,\n",
    "            label=\"Total\", color=\"b\")\n",
    "\n",
    "# Plot the crashes where alcohol was involved\n",
    "# 通过不同色调显示颜色\n",
    "sns.set_color_codes(\"muted\")\n",
    "sns.barplot(x=\"alcohol\", y=\"abbrev\", data=crashes,\n",
    "            label=\"Alcohol-involved\", color=\"b\")\n",
    "\n",
    "# Add a legend and informative axis label\n",
    "# 设置图例，frameon设置图例边框\n",
    "ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax.set(xlim=(0, 24), ylabel=\"\",\n",
    "       xlabel=\"Automobile collisions per billion miles\")\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Horizontal boxplot with observations(boxplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"ticks\")\n",
    "\n",
    "# Initialize the figure with a logarithmic x axis\n",
    "f, ax = plt.subplots(figsize=(7, 6))\n",
    "# 设置x轴为log标尺\n",
    "ax.set_xscale(\"log\")\n",
    "\n",
    "# Load the example planets dataset\n",
    "planets = sns.load_dataset(\"planets\")\n",
    "\n",
    "# Plot the orbital period with horizontal boxes 画图\n",
    "# whis设定异常值解决方法，range为延长上下边缘线条\n",
    "sns.boxplot(x=\"distance\", y=\"method\", data=planets,\n",
    "            whis=\"range\", palette=\"vlag\")\n",
    "\n",
    "# Add in points to show each observation\n",
    "# swarm添加散点\n",
    "sns.swarmplot(x=\"distance\", y=\"method\", data=planets,\n",
    "              size=2, color=\".3\", linewidth=0)\n",
    "\n",
    "# Tweak the visual presentation\n",
    "ax.xaxis.grid(True)\n",
    "ax.set(ylabel=\"\")\n",
    "sns.despine(trim=True, left=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Conditional means with observations(stripplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "\n",
    "# \"Melt\" the dataset to \"long-form\" or \"tidy\" representation 提取species对应数据，以measurement命名\n",
    "iris = pd.melt(iris, \"species\", var_name=\"measurement\")\n",
    "\n",
    "# Initialize the figure\n",
    "f, ax = plt.subplots()\n",
    "sns.despine(bottom=True, left=True)\n",
    "\n",
    "# Show each observation with a scatterplot\n",
    "# 绘制分布散点图\n",
    "sns.stripplot(x=\"value\", y=\"measurement\", hue=\"species\",\n",
    "              # dodge,jitter调整各点间距，防止重合\n",
    "              data=iris, dodge=True, jitter=True,\n",
    "              alpha=.25, zorder=1)\n",
    "\n",
    "# Show the conditional means\n",
    "# 绘制点图\n",
    "sns.pointplot(x=\"value\", y=\"measurement\", hue=\"species\",\n",
    "              data=iris, dodge=.532, join=False, palette=\"dark\",\n",
    "              markers=\"d\", scale=.75, ci=None)\n",
    "\n",
    "\n",
    "# Improve the legend 自动获取图例\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles[3:], labels[3:], title=\"species\",\n",
    "          handletextpad=0, columnspacing=1,\n",
    "          loc=\"lower right\", ncol=3, frameon=True);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Joint kernel density estimate(jointplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "\n",
    "# Generate a random correlated bivariate dataset\n",
    "rs = np.random.RandomState(5)\n",
    "mean = [0, 0]\n",
    "cov = [(1, .5), (.5, 1)]\n",
    "x1, x2 = rs.multivariate_normal(mean, cov, 500).T\n",
    "x1 = pd.Series(x1, name=\"$X_1$\")\n",
    "x2 = pd.Series(x2, name=\"$X_2$\")\n",
    "\n",
    "# Show the joint distribution using kernel density estimation 画出联合分布图\n",
    "# space表示侧边图和中央图距离\n",
    "g = sns.jointplot(x1, x2, kind=\"kde\", height=7, space=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Overlapping densities(ridge plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\tight_layout.py:211: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations\n",
      "  warnings.warn('Tight layout not applied. '\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\tight_layout.py:211: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations\n",
      "  warnings.warn('Tight layout not applied. '\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\tight_layout.py:211: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations\n",
      "  warnings.warn('Tight layout not applied. '\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1edd7daed68>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x360 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\", rc={\"axes.facecolor\": (0, 0, 0, 0)})\n",
    "\n",
    "# Create the data 创建数据\n",
    "rs = np.random.RandomState(1979)\n",
    "x = rs.randn(500)\n",
    "g = np.tile(list(\"ABCDEFGHIJ\"), 50)\n",
    "df = pd.DataFrame(dict(x=x, g=g))\n",
    "m = df.g.map(ord)\n",
    "df[\"x\"] += m\n",
    "\n",
    "# Initialize the FacetGrid object\n",
    "# 创建顺序调色板\n",
    "pal = sns.cubehelix_palette(10, rot=-.25, light=.7)\n",
    "# row,col定义数据子集的变量，这些变量将在网格的不同方面绘制\n",
    "# aspect纵横比\n",
    "# height 每个图片的高度设定\n",
    "g = sns.FacetGrid(df, row=\"g\", hue=\"g\", aspect=15, height=.5, palette=pal)\n",
    "\n",
    "# Draw the densities in a few steps\n",
    "# 画出核密度图\n",
    "g.map(sns.kdeplot, \"x\", clip_on=False, shade=True, alpha=1, lw=1.5, bw=.2)\n",
    "g.map(sns.kdeplot, \"x\", clip_on=False, color=\"w\", lw=2, bw=.2)\n",
    "\n",
    "# 画出水平参考线\n",
    "g.map(plt.axhline, y=0, lw=2, clip_on=False)\n",
    "\n",
    "# Define and use a simple function to label the plot in axes coordinates\n",
    "def label(x, color, label):\n",
    "    ax = plt.gca()\n",
    "    ax.text(0, .2, label, fontweight=\"bold\", color=color,\n",
    "            ha=\"left\", va=\"center\", transform=ax.transAxes)\n",
    "\n",
    "\n",
    "g.map(label, \"x\")\n",
    "\n",
    "# Set the subplots to overlap\n",
    "g.fig.subplots_adjust(hspace=-.25)\n",
    "\n",
    "# Remove axes details that don't play well with overlap 移除边框\n",
    "g.set_titles(\"\")\n",
    "g.set(yticks=[])\n",
    "g.despine(bottom=True, left=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Faceted logistic regression(lmplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1edd481ef98>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nnhCEaQOxhPq659CIDQigPiQghEDAJ2BocANtIb1DNvwZnxWcsOYNy0IIWLZEOKbCUnUA6BmyMRyW6Bu2sa/fViFRAkOR1HYyLRt/S1avCz02QN0+YSFte0kAnX2WG4Zz3MStbPYkP3xoAugflojEUzcaCtsIxyRu/OkAeodsWLYK2wlL/bRsZL9ZJgkh3L8ImYtYNhBLAEMRYF+f6VbdB0fHHku+gHvuCUGMxmwcOKReTwcOWRiN2Tj3hGDO5cfrsf8ZxbX/egj/cF8/TCu7CON5qFmPxfnAVfB5pIombRtWXx+s7m5YfX2QySrhyAMPYGjjRow88AASu3a5y9sDA7AtK3Wbnh5gZERVHQcGILu73VAjhFDB2bIQ3rw55/omwnaqtZqWHloTiezKnFcywARWr4Y9OqpCXj7e4Kip9wLvB4Ox3ouKJYLB9CBaaH2eAGp1d0MeOjSh+8/Lqchm3n8sBtTWutsjp8w3LK/kYwysXg07GoXV0wOrq0uFUttWPbme5dIq/cnzzmvWtqycwc/u6VGBNB5X29f7OLzb2AnGBSq+gdWrIW0bMh6HlFI9b1ICpgmrqwtWTw/saBSB1atzLi/jcUjbVpf396fCsOen8+1FIVmvP8NQHwiTH4oApIVzKk5JK8QPP/wwvva1r+GGG27Ium7fvn2IRqM44YQTAAAXX3wxvve97+HKK68sev1jfRL2Xu6tmg2FVbjStNzVxnNPCOLB34eBhEzbSercE4Lj7i89dokfVwLufUsAjdVAKJB6AxlP9TlXNXIobCNmCuzab8JnAHVVAqGAhqGIVC1sUgVE01LbJOH5PbckIJPvA+GYajHQRHGPrb5KoG+MDx2aSFWEcxkMqw8GTqitDwn0j6gPDMFGDUNhGwNhAEgPppm6B3LfSyQuMadWYCgi3Yp1JlsCozHVwqG5H1K0rLF4n/+xCCHUm537rWz+P2bFVnEf+59R/OZPMfVNoQbYznNoqpYJCfW+7TOAG386gHBMfRNQnXx9zbSedSqOd5vfeVXp/5jJ4WGgpka9eC0LMh4HNA1yeDh3hdfvB3p71R9xIbKrsEn2wAD01lbIWEzteAQU/Ip73DJ/1zwBzO7pGft2yRBn7t+venPHIxm07YEByEQCcNoyJiDvWAuZYBifCGvXrlSIHO82kBJDGze6VdjM15GUUhW4DMPtYc66Dye8Dg0BTU3Zd5FsPxmTZ9xpH4pyVHQBpPUS2wMDEFVVql3H8lQrkv3Rkf/6L2gNDfAdf3xaT3LQaR/KVZ0fxzbMbMfQampUcDdN1W+d3IEvmAznVJySBuINGzaMeV13dzeam5vd883Nzejq6hrX+p23gsyXkYAKCVV+gd4hVbG0bHUCACFT31LAE2IyQ6w3BNy1ZWjc/cXHLvG71921ZQiDo+nhdzxfr2eG9aGwjaEIUB+CW0FVlXHbDYJGcj+HtA/Gnu2lficlBsMSkEBjrZasXud/bEG/dy3pEvnSMFSFViQH0tlnwdCBkB+IJFRIHYnlHmumuOd+vCHCCYZtDerB7+nJPSD3208ttd1CAQ1SWhgIq7EUCoFPvBxFyC/QWJ16DmN5ttt4PlT99pW4G4YB9Vw6H2y8FfjqgGqDOTQiEU8APkOiyp/skSthzzpNvsxtPiVy9X/aNmynd1PXAV1P7eQ0Ojp25c8bjJLL2Mkw7H4FPom9jWLOHNWLatvZoSxX+4ETHpM/488/P/47dcIZAHircRORGWrLZeKnaFR9QIjHU20D3u1TICiLYDDVs6xp6mTbgG1DDg1BBgLqNWea7kwOact715Xrg8EYH9YA5A6knnGPFSp9y5e7r9uRBx5QrwHvuqJRSNOE1tQEOTyMxCuv5JxVQmtqgt3dnbW9NE8myiezHUMEAhA1NaoKHY2mh28q2rTtVGfbdtqLWCa/YhuPsX7V/Ib6gzLW1/fO+7mhA3XVIq0S6Q2xXrn6i8MxG10DNv7hvn4EfALvP96PNX9XnXNM+arPxcgM6zFToD6kZnHwGRL9w6oKPRSR0LVkH28ydHo3Qeb/R2MqYM2pFW6QAvKHqcGwPeaHEZ9eOBRLqF4dp0oftoC2Bg1fv7wBn/4X9ZVRsa+EzBBhWRKHRoHhiDV2L50zVsOpVKvtFgoAhq7hyDYN/3hRXcH7LqbnPDOsBwyJ6moV1vN98Igl1OgTVmqfEucDQkO15gb/upDmPhbTUs9NlV8vac86A3FpZG7zaeX0RpqmCjzOTkyDg2PfJiNgyOTXyRBC9fQCkLEY7OFhoL8fIw88MKEd7qrOPjt9Sq98kl8pw7aBeFxVJ71hpFjJkCXHE4YLVVCdr8wLPYY845ku/lWr1LRr3t5mR4Fgn7YDn3fHOefbimgU2pw50E86ya2yAlDTwyUS7qwTorpaVWozeXdIzBxLvm3tCZXG0qWIbd/uVny9r1eru1u99oD0b0uSvd35PvwZb3874jlmNjHe/va828wRWL1afdMSj7tTusGy3JlH6PBMWyBua2tDj+erot7eXrS0tEzOyoX6xJivl3XhXBVKYgmJOdWFq7SZLQsDo6pCCwCGBsRNid/8Sf1y5ArF+arPxfKG9Rt/OuCGsSq/wJxaDQOjNhIm0FCtWkFsmbuFwQlXmgbceVVDVvW6UJiybAFNk2710ttHXOgzjRPqnPe/zCr9eGsjT7wchWVJDCdbJJxectNO7YA2lvqQ5n6QMC31Wsj8kJKvbaCpTkP3gIVw3HZnwAj5BVqS1enMsH5oRCKWAEaiKqznmzFD19I/WDjv5z5dPWfe5x9Q7TL9I1LN+JGzZx3jCrQT3cGU7Rbjl2ubl5x3xynveecyz/lxFyyiURUKDANaMKjCsFN59vkm3D7hW74coYsuSu1pn28HIu8bjpT5l83H2QbFhmkhUP/Vr2Lw298euz3DMwNG2n2UoFIsGhsntefYmTIubbq5scbt3ZENSH/M3tsk+2nrvvCF1GXJ+xl54AHY/f2qXcVhWdDmzHHPOrMvuDvReXpsYdvq24rq6tRrIHMcUqLuC18oPKOKs37vlHOZxtixzWpvd+d9dqeT8/vV5WNMw+cN41ntG4GAKjRZFsBp1w7btAXiBQsWIBAI4H//939x8sknY8uWLTj99NMnZd1j9Y56SSnHVaXNrPAOhtUvsJ7sideT1c7fvhIfs0o8VvX5cGQG9Cq/gCY01CfDvW2biCSyt4VPTwXS1not52PLFaaio5Y7l2/clKo/WRYOnV51VcmKtK3GEFfFI9QG4VbpnQpzoT8FevJ+D/RbGI2q6cicyriEGteiJh37+62cFWufnvogcWhEheL66vHNS71ivo5d+013RgtVoZV4zzvUG2Rmxc8JuVKqMJxvxoy6kEDfsNoK3taRupBaV+bzHwpoSJgWYqbAaAwl6VkvtsWnmHYLBuZsubb5lMkVYibS51hfnxYqZDyuKsPOlFnV1WqHuwm2T3i/wh7csGHMiqDW3Ax7nC15OTnhyanoFgqvzuW1tfkDcbLSqc2Zg5p16zD4ne+o5Q+napxrzM7BRQo9f5nTvBWh6owz3GAcee45xJ97Lne/b+aHrVwV5eRJzJ2be3hLl8Lq6EitwzQhR0agn3QSgIzZF+rrVeh1vqkwDCAUcqc2G/zGN/I+rqxZKnQdIhh0X69C19X7svd14IzLMcaObfbAALSamqxvyZ3wXMz0hpntG5ppjmvGGMpW0lkmclm/fj127NgBALjrrrtwxx134AMf+ADC4TDWrl07Kfdh5PnA5hiNqQBU7FHFjl3ix5XvCaG+WsNo8lsSzdPj6Zx3vuoutcxZLLzVzd4hG3UhDW0NOhbO1dFcJ9wWBKdqHAoAHzk1lPOxZYapcMzGcFTdV3Ug+ZilCmpOy4FAch8HW329HjBSYVkIFYYba3RoyZkRBFRA0zVgNAq3XeO8k4orkfmTITNhIecUcM7Pxhot9Tcs+XwJqKAmpVQ71VVr+NwHavCPF9WlvRYyZ+/InBnkjf0W6qpS8wIbunqcb+xXf1ByzQzijM19H/RUx9MJ1FWlZpJwtqHTTJLr+TcMDevfX407r2rAkW0GDD3913u8Petjvb4KKbTdOCNGbpnbfEo485YC2X/UvZVLX5EpXQg1323ydr7ly1F13nlqWqtkKBF1dSWZGkrMmZNqPzCMVOXO53MP8DCxOxCpgOoEj3y9qF59fWNepTU3q/ljdd2docC9n2K3+1iSB7KApsF/+umo+8IXIFpa1DbSdbWdnOdY14vuYVUDz34vsdrb1XPt96ev31m3t487szLuBMuqKlSdfXbOu7Ta24FQKNWznAy5VnImK+/sC1owCK2xUS1jGNAXLkyb51c4QTVjBgvncrunR+0Q6pl9Qo6MuDtBas3NEDU1qTYP57FqWtasElmbrqEh+1sGT3jOnEVC+P0QmqZCeg72wED2a4XTro3blFSIn376aff/mzZtcv+/cuVK/OIXv5j0+wv5Rd4/KHqyVWC8vBXea//1EOJm+n3Ycur6//K1YDTVRbOqh/UhVT0MBUTOily+HQCd6dl8RvrMEACwYI7m2cFPHanOewhjIDVHspTSbWNJK1YIuM+XU13/7StxxBKp5Q1dBVpbAtJWFV4A0DW1gC1T7RJO4AZU0G4ICUQTcB97sYeVLtQ24HzwqM/4lO+dxs/7PNhSVbZtqA8OuXrYHeq2QGNNat2xhHS/ASjUgjPZPevjqeIW2m7sT84tc5tPhaozz4R48UX34BZOUBG1tergBM7haf3+giFdnzcPgNq7X3iCtlPJGnngATV7xRh78U/4sWT2FGsaUF1ddEVwTE7QsCw3COttbWqasGKDthNwc7QJ5NoJKq36mE+h/mTbBgIB+Fetcqu4WdspueOk1tCgPjg41W/ncY/RHiKqqrLvbmAAIhRS8/g6l0Wjaie5aBQIBFKzQ1iWuo9koCzmyHOFKquZsy+IQEDt4BaNombdurR1VZ1/PsKbN6dX7oNBVJ1/vlqvUyl3gr8TipOXO328Wm1t1iGwC+3YlqsH2LsDX76DeuSSb85jKl5ZH6kulzk1QHO9jt4hGwEDiJnZIWleYxEl5ALef7wfv/lTTE3j5gQ1qS6fKmO1YOQKQ4ahYe37iquGZ94+kdyG9ckduDJnY2htNHD60WOHTO8feafSGTPTjzwX9bznrvm7ajcY37VlKNmnK1N9usFUn+6CuQa6DqXaQ3QtGTy1VFuMrgusf2/6Y19TxPYt1DZQ6PrM7aglw3BTjXCr72P1sBcTaPO14Ex2z/p4FNouU3mEv3IzmW1VxTCWLkVVa+vYh7fN3KkpTwArNN1ToRAwUZk9xZN2lDynVxRqJzIg9VhEKKSCylgH5shsscikaem9ss7Fzc2qVzYazd/CkC8MB4Oo/8pXsi4utJ0izz2Xe0c5p+KebB3w9u26484RzISmQVu0CDXr1qW1AnhfA7lmYsilUPAbTzD0LV+O0MUXj/16ceYI9s5i4nwDgew+Xq2hAcFzzy3qceS8ree+xxtwS/27VSnKOhAbyfmEfYY6+phhpLdA7NgTx4+fGUUkJmHZKiRVBQQuXpX9yXa8MiuZhWaZmEoTDUOZtw/4BII+pM1CkWs2hrFCZq7q81iVz0xOMGysFjmDoXu9H+71ozEb9SEdozE5of7UQqG00PWZ27G1Qcdg2IKuiYI97NMZaCeq0HaZyiP8UWHeXkRXspqYeX7kgQdg9fam7wyU7ActVBUrFAJK9lgcoZA6/HAuuXpcvVPIZVRZMx+Lu6d/Bi25o7h+9NGwduzICrD60UfnHI63+mgPDbnhVNTVqbDjTGeXyfn6Hqnwnku+7ZS1o1yyiqtVV6eFrVytAIWC2URfA4XWP95gmG876C0t2a91vx+6Z87jvK+3AvLd9nAeB1Da361KIOSUNatNns7OTpx11ln4l59sxZ8Pzs0bGLjzzsR5d5LyBpxi+68nuq5Cz2Epn+PJvu9KeT3me5yT+Xqiw+O8h27btg0LFy4s+nYTrfBNp8SuXQg//HD6TAeGgdCll8Lcv19VRYG0MOw//XQ3IBZad2TLllTriaZBBAKo8vSsjmzeDOvVV93r9aOPRs3FF+ddZ2z7dtXLGosBwaA6glsikdrRyzSBQACitRWa4OToAAAgAElEQVSyq0sF2IzwPhnyzXgwkWVLMZbJuv/pfq2XejtStrIOxON9M6fDN5lBrlJCIY2Nr4HpNZH30HL+Q51v7JHnnktVRQ8jVJZyu5TzNi9n3O6VhYGYiKjC8D2UiMqRdHr6k0c1zHmZlJC2Db2xcVzrLuseYiIiIiIqX9IbZr0h1xNwYdvqMnWDkoyDgZiIiIiIJl1msE0774RcJ+BOc8MCAzERERERjZu0rPRw65wsq+QV3cnGQExEREREWaQ34EqpZjcp08BbCAMxERERUQVKq/B6A6+3nWGWBN5CGIiJiIiIZiF3h7Vk0JXO/2dhhXeiGIiJiIiIypj0ht5k4GXoHR8GYiIiIqIyIG1bHaHQE3ylZVVUa0OpMBATERERzSBprQ0MvlOCgZiIiIhoGrg7snmDr2ky+E4DBmIiIiKiEksLv6YJmGaq6kvTjoGYiIiIaJJJy0qFXtNMVX5pRmIgJiIiIpoAKWV6+E0k2PZQZhiIiYiIiIqUNdMDWx9mBQZiIiIiogzufL6c4qwiMBATERFRRZO2DSQSqs+XwbdsSNuGDIchh4dhDw2pn8PDCL7vfeNeFwMxERERVRSn7UFaVioIM/zOOFJKyNHRVOAdGoI9PJz6OTysDk2diYGYiIiIKF1aBZg9vzOGlBKIxVJhd2gI9uCg+/8xA28uwSC02lqI2trDGgsDMREREc0aWUd5SyTUZQzA00JaFuTISCroDg6mAvDgIBCPF7UeUVUFUVsLra4Ooq7ODb9aXR1EbS2EzzehcTIQExERUVlyD3bhzPNrmgy/00AmEirwDg6qwOsJv3J4uLjnw+9PhV1v6HXOTzDwFsJATERERGVDSqmqvokEZDxe/FfqNCEyHoc9MJAKvp7/y3C48AqESFV06+tToTf5fwQCEEKU/oGMgYGYiIiIZjS3+uv0ATMEl4Rb6R0YUIE3eZKDg5CRSOEV+HypwJs8OaFX1NRA6HrpH8RhYiAmIiKiGcXdCS55YgCePNKyVDuDN/A6P0dHC6/A71dht6EhPfjW10OEQtNa5Z0IBmIiIiKaVu6hjxMJFYQ5C8SESCkhIxEVdA8dUsE3+VMODRX+gOENvQ0NbujVGhqAYLBsQ28+DMREREQ05VgFnjhp26l+3kOH0k6IxfLfWNNSgddzEg0NakaHWRh682EgJiIiopJzq8CWBcTjPBjGOMhEQoXe/n4VePv73TaHQh8kRE2NCruNjWnhV9TWQmjaFD2CmY+BmIiIiEpCetsgGIALkvG4Cr3OyQm/w8P5b6jrqdDb2Oj+X2togPD7p2bwZY6BmIiIiCaNOx2a0wtMWWQ8DruvTwXevj43/MqRkfw3DASgzZmjwq5zmjNHzeDAau+EMBATERHRhEjLUiE4FmMI9pCJRHro7e+H3ddXMPiKUCgVfOfMUVXfOXMqsrd3qjAQExER0bi5h0VmP7DauW1gAFZfXyr89vVBDg7mvZ2orlbB13tqbIQIBqdo5ORgICYiIqKCpG2n7xRXgVOjSSkhw2HYvb0q+HoCcL6d20RVlQq7c+emfjL4zigMxERERJRFmiZgWWqnONNUgbiCArA0TVXp9YRfq7cXiEbHvpHPlwq8zmnOHGih0NQNnA4LAzEREVGFc6dEcw6RXGGHR7ZHR1XwdU7JHd7G/AAgBERDA/SmprTwK2pr2eNbphiIiYiIKkxaAK6gKdGcA1lYPT1pAViGw2PeRlRVQXOCr/OzsRHCYISaTfhsEhERVQBpWe7hkSvhyHDSNFWlt6cHVm8v7J4e2H19gGnmvoEQalaHpqb0AFxdPbUDp2nBQExERDQLeQPwbO8BlvG4Cr49PSr49vTkb3nw+aA1N0OfOxdac7MKvnPmsOpbwfjMExERzQLStlPtD4nErA3AMhZTwbe72w3BcmBgzOVFdbUKvM3Nque3uRmiro69vpSGgZiIiKgMSSnTA/AsnAYtLfx2d8Pq7oYcGhpzeVFXp4Jvc7Oq/DY3c4YHKkpJA/Fjjz2G++67D6ZpYt26dfjYxz6Wdv2rr76Kr371q0gkEpg3bx6+853voK6urpRDIiIiKltuFTgeV60QsygAu20P3vCb58AWorExLfjqzc0QgcAUjphmk5IF4q6uLtx9993YvHkz/H4/Lr/8cpxyyilYtmyZu8yGDRtw7bXX4owzzsCdd96JH/3oR7juuutKNSQiIqKy4swG4cwHPFtCsDRN2L29sLq6UuH30KExlxeNjdBbWlTwbWmB1tQE4fdP4YhptitZIN6+fTtWrVqFhoYGAMC5556LrVu34pprrnGXsW0bo6OjAIBIJIL6+vpSDYeIiGhGc48EZ9uAs0PcLGiDkLYN+9Ah2F1dqvrb1aVmexhjlgvR0KBCb0uLWwFm+KVSK1kg7u7uRnNzs3u+paUFf/nLX9KWufHGG/HJT34S3/rWt1BVVYWHH364VMMhIiKaUWZrD7A9MqLCb1eXG4KRSORcVtTWquDb0gKttZVtDzRtShaIbdtO24NTSpl2PhqN4pZbbsGPf/xjHHfccfj3f/93fOUrX8H9999fqiERERFNOSmlqoYmT+7R4GZBAJaJhGp5OHjQDcAy+c1vlmAQemurCsDJn9zhjWaKkgXitrY2/OlPf3LP9/T0oKWlxT2/c+dOBAIBHHfccQCAyy67DBs3bizVcIiIiCaVtCwVcqV0g62UUrU7OOHXO/VZuYdfKSEHBlT4PXgw1fqQ63Hpuur3bW1Vld/WVk51RjNayQLx6tWrce+996K/vx9VVVV48skn8c1vftO9fsmSJTh48CDeeustHHHEEdi2bRuOPfbYUg2HiIjosLgh17JUddeyUtXdMg+5+ch4XAXfZAC2urqAWCznsqKhAXprK/S2NmitrdDmzoXQ9SkeMdHhK1kgbm1txXXXXYe1a9cikUjgkksuwXHHHYf169fj2muvxbHHHos77rgDX/ziFyGlxNy5c/Gtb32rVMMhIiIak1vJ9VZ2kzu3SdOc1cEXyKj+HjgA++BB2P39uRcOBKC3tanqb1sb9JYWiGBwagdMNMlKOg/xmjVrsGbNmrTLNm3a5P7/jDPOwBlnnFHKIRAREQFItjgk2xnS/u/MdjDLQ6+X2/t74IDbAoFoNHtBIaDNnauCb7ICLBoa2PpAsw6PVEdERGXHnZrMtrN2WnM5oc0JwEBFhV4ve3QU9oEDKgAfOAC7tzf3tGdO9betDdq8ear6yynPqAIwEBMRUcmNFVqltw838/+5LpMydZsKDbeFSCkhDx2CtX+/G4DHOtyxaGyEPm+eCsHz5rH6SxWLgZiIqEJJZ+ovISA0Lf26HDuSZa8gI6AWdacMsZNNWlaq/SEZgnPu/KbrasaHefPcEMzeXyKFgZiIqELJkRHYAwOp1oKsBRheZyIZj7uVX2v/fthdXTk/sIiqKtX2kDxpzc2c+YFoDAzERESVjsF3RpORiAq/+/apANzbm/M5E/X10OfPdwMw2x+IisdATERENIPYIyOq9WH/ftj79+ee/kwIaE1NKvzOnw9t3jxo1dVTP1iiWYKBmIiIaBrZw8Nu9dfatw9ycDB7IU1T/b/z57tVYM7+QDR5GIiJiIimkD00pAJw8iSHh7MXMgy3+qvPnw+ttRXC4J9solLhbxcREVEJFRWA/X4VgBcsUAGYO8CVj0J92tPdo384feSe22T1oec7X2hZr1xTLOYby1g/ndtmnsaJgZiIiGgS2SMjsDo7VQDu7Bw7AM+frwLwggXQmpqypr6jcSoU/JLXCyHU/3MFrIyTGwY1Lf02TuDKsazMnEN7rKAmZfZ9jxUOiwmaEwiq3PmSgZiIiGhC7HBYBeBkCM7ZA8wAXBxPQBROCNU0N5C62yxXiPWeT1vl1IY9ITKCNpUFBmIiIqJxkNGo2gEuGYJzzgLh86kAvHAhA7A35GYEXGha7uDLMElTjIGYiIgoD5lIuDNAWHv3wu7pyV7I2QnOCcAtLbM7AGdWcjNCrduW4A2+DLk0gzEQExERebiHQu7shLl3L+yDBwHbTl9I06C1tcFYuBD6woVqFojZsBOc0w+r67kDba72BaJZgIGYiIgqmpQSdn+/aoHYuxfWvn1AIpG1nNbSoirACxeqeYB9vmkY7STwhl5NA3RdhdvkeQZdqkQMxEREVHHskREVfpMhWIbDWcuIxka3AqwvWAARDE7DSCfAqeIaBmAYqsKr6yoAs32BKA0DMRERzXoyHld9wHv3qj7gHDvCiVAI+qJF6rRwIbSammkY6WFywq+uq/CbDMKzoo2DaAowEBMR0awjbRt2Tw+svXthdnTk7gP2+dQ0aIsWwVi0CKKxsXwqp5qmWja84ZetDkSHjYGYiIhmBXt4WFWAOzpg7t0LxGLpCwgBrbXVDcBltyOcpkH4/RB+f6oFgogmBQMxERGVJZlIuFOhmR0dkIcOZS0j6uthLF6s2iAWLIAIBKZhpIdJCFUF9vkgDAPC4J9solLhbxcREZUFKSXsvj5YHR3qtH9/dhtEIAB94UI3BGt1ddMz2MMkdF0FYCcIswpMNCUYiImIaMaSkQjMZBuE1dGRPRtEsg3CWLwY+uLFZXlADKHrQLIVglVgounB3zwiIpoxpG3D7u6GuWcPrI4O2F1dWcuI2lrVB5ysApdVG0QSQzDRzMLfQiIimlb26KhbATY7OrJ3htN1NRvE4sUwFi8ur9kgHM6BMPx+iGRPMBHNHPyNJCKiKSVtG/bBg6kqcE9P1jKisVFVgJcsgT5/fnkGSCHUuJ0QXE4zWhBVmDJ8hyEionJjh8Ow9uyBtWdP7inRfD61M9ySJaoXuMx2hnM5leBAQLVDlFk/M1GlYiAmIqJJl9YL3N6eswqszZmjKsBLlkCfN6+sK6hpIbiMHwdRpWIgJiKiSSGjUZgdHaoKvGcPEI2mL+DzpXaGW7IEWm3t9Ax0sgjhHihD+P3TPRoimgAGYiIiOizuvMDt7TD37FGHR5YybRnR2KjaIJYuLfsqsEMYBkQwqOYJZksE0azAQExEREWTiQSszk6Y7e2w9uyBHBlJX0DXVS/w0qWqClyuvcCZhIAIBNSpHHfwI6K8+FtNRER52cPDqgrc3g6rsxOwrLTrRW2tG4D1BQvUUdZmCycIB4OzorpNRLkxEBMRURpp27C7ulQAbm+H3deXvoAQ0ObNg7F0KYylS8tzXuBCNC0VhNkWQTTrMRATERFkPK4OjLF7d+4d4gIBtwpsLF6semhnI02DqKpSYXi2hXwiGhMDMRFRhbKHhxHv7obV3g5r3z7AttOu1+bMgb50KYy3vQ1aa+usrpS6O8r5/QzCRBWIgZiIqEJFNm9GvKYmdYGmQV+4UIXgpUtnzw5xeQifT7VFcNo0oorGQExEVMFEVZUbgPVFiyomGAq/XwXh2bQDIBEdNgZiIqIKFTzvPISOPXZWt0KkcQ6kEQxy6jQiSsN3BCKiCqW3tFRGGBZCheBAgFOnEVFODMRERDQ7CZGaMaISgj8RHTYGYiIimnWE3w8RCrEiTERFYSAmIqJZQ+i6WxUmIioWAzEREZU/HlCDiCaAgZiIiMqXs8McD7FMRBNQ0nePxx57DOeffz7OOecc/OxnP8u6/q233sJVV12FCy+8EJ/61KcwODhYyuEQEdEsIgIBaPX10EIhhmEimpCSvYN0dXXh7rvvxoMPPohf/epX+M///E+8+eab7vVSSnz2s5/F+vXr8etf/xpvf/vbcf/995dqOERENEsIw4BWVwetpoY7zRHRpChZIN6+fTtWrVqFhoYGhEIhnHvuudi6dat7/auvvopQKITTTz8dAPCZz3wGH/vYx0o1HCIiKnNC16HV1ECrr+cR5ohoUpWsh7i7uxvNzc3u+ZaWFvzlL39xz3d0dKCpqQk333wzXn/9dRxxxBG47bbbSjUcIiIqU87MEfD7ucMcEZVEySrEtm2nvXFJKdPOm6aJl156CVdccQV++ctfYtGiRbjzzjtLNRwiIio3mgZRXQ1RX8/ZI4iopEoWiNva2tDT0+Oe7+npQUtLi3u+ubkZS5YswbHHHgsAuOCCC9IqyEREVKGSM0do9fXQgkEGYSIquZIF4tWrV+OFF15Af38/IpEInnzySbdfGABOPPFE9Pf3469//SsA4Omnn8bRRx9dquEQEVEZEH6/2mGuupozRxDRlClZD3Frayuuu+46rF27FolEApdccgmOO+44rF+/Htdeey2OPfZY/OAHP8Ctt96KSCSCtrY2/PM//3OphkNERDMYjzBHRNOppAfmWLNmDdasWZN22aZNm9z/H3/88fjFL35RyiEQEdFMJoQKwmyNIKJpxCPVERHRtBCBgArDnEuYiKYZAzEREU0pYRgQoRDnEiaiGSNvID7zzDPzfoW1bdu2SR8QERHNTuwTJqKZKm8g/t73vgcAePDBB+Hz+XDZZZdB13Vs3rwZiURiSgZIRERlTtPcIMw+YSKaifIG4mOOOQYAsGvXLjzyyCPu5TfddBMuueSS0o6MiIjKnggEVHsEp1AjohmsqHeooaEh9Pf3u+e7urowMjJSskEREVF5E4ah5hOuqWEYJqIZr6id6tatW4c1a9bgtNNOg5QSzz//PK6//vpSj42IiMoNp1EjojJUVCC+8sorcdJJJ+GFF14AAFx99dU46qijSjowIiIqL8Lng6iu5jRqRFR2iv4eq729HQMDA7jsssuwc+fOUo6JiIjKiaZBq6mBVlfHMExEZamoQHz//ffjoYcewtatWxGLxfD9738fP/jBD0o9NiIimsmEgAgGodXXcyo1IiprRQXixx9/HJs2bUJVVRUaGxvx8MMP4ze/+U2px0ZERDOUMAxotbXQqqu50xwRlb2ieogNw4Df73fP19XVwTB4kDsiooojBEQoBC0YnO6REBFNmqJS7bx58/Dss89CCIF4PI4f/ehHWLBgQanHRkREM4gwDLXTHAsiRDTLFPWudtttt+GGG27AG2+8gRNOOAHHH388vvvd75Z6bERENEOIqip14lRqRDQLFRWIQ6EQHnjgAUQiEViWhZqamlKPi4iIZgJNU33CnrY5IqLZpqg9Ic466yzccMMNePXVVxmGiYgqhPD51AwSDMNENMsVFYi3bduGE088Ed/+9rfxgQ98AD/60Y/SDuVMRESziLPjXF0dZ5AgoopQ1DtdbW0trrjiCjzyyCO455578MQTT+CMM84o9diIiGiKCcOAVlcHrapquodCRDRlit5V+NVXX8Uvf/lLbN26Fccccww2btxYynEREdFUSlaFRSDAHeeIqOIUFYjXrFmDSCSCiy++GI8++ihaW1tLPS4iIpoiwu9XYZiHXSaiClVUIL7xxhvx7ne/u9RjISKiqSQEtJoaHnaZiCpe3kC8adMmrF+/Hk8//TSeeeaZrOtvvfXWkg2MiIhKS9TVMQwTEaFAIK6trQUANDY2TslgiIho6rBXmIhIyRuIL7/8cgBAU1MTLrjgAs5BTERERESzTlHTrv3xj3/E2WefjZtvvhl//vOfSz0mIiIiIqIpU9ROdXfffTcGBwfxm9/8Bhs2bEA0GsVHP/pRrFu3rtTjIyIiIiIqqaIPQVRfX4/LLrsM//AP/4BQKIRNmzaVclxERERERFOiqArxa6+9hkcffRRbt27FO97xDlx99dU488wzSz02IiIiIqKSKyoQf+5zn8Mll1yCRx55BPPnzy/1mIiIiIiIpkxRgfjkk0/GNddcU+qxEBERERFNuaJ6iHft2gUpZanHQkREREQ05YqqEDc3N+ODH/wgjj/+eFRXV7uX80h1RERERFTuigrEJ554Ik488cRSj2XcYglWrYmIiIhoYooKxDO1f3goIjEUtlFTJaDxEKREREREdBiKCsRr1qzJefljjz02qYM5HOG4RMKUqA1p8BsMxUREREQ0PkUF4ttuu839fyKRwOOPP45FixaVbFDjlbCBQyM2qoMC1QEBwWoxERERERWpqED8rne9K+386tWrcfnll+Ozn/1sSQZ1OCSAkWiyWlylwdAZiomIiIiosKIP3ex16NAhdHd3T/ZYJkXMBA6N2ojE7OkeChERERGVgcPqId6/fz8uu+yykgxoMlg2MBiRiJtqhztdY7WYiIiIiHIrKhDfcsst2Lt3L5YsWYKXXnoJQgisXbu21GObsEhCIm5J1AQEgn72FhMRERFRtqJaJh5//HHs2LEDc+bMwc9//nN0dnbi5ptvLvXYJoVTLe4fVm0UPOIeEREREXkVFYhfffVVfP3rX8dTTz2FD3/4w7jjjjuwb9++Uo9tUiWSwbhv2OYBPYiIiIjIVVQgllJC0zQ8//zzWLVqFQAgGo2WdGClYtrAwKiN4YgNm9ViIiIioopXVCBevHgx1q9fj87OTrzrXe/Cl7/8ZaxcubLUYysZCWA0JnFoxEbcZCgmIiIiqmRFBeI77rgDF1xwAX7605/C5/Phne98JzZs2FDwdo899hjOP/98nHPOOfjZz3425nLPPvsszjzzzOJHPUkSljqgB6vFRERERJWrqFkmQqEQLrroIvf8FVdcUfA2XV1duPvuu7F582b4/X5cfvnlOOWUU7Bs2bK05Xp7e/Htb397nMOePE61OG5K1AQ1BHyciYKIiIiokhzWgTmKsX37dqxatQoNDQ0IhUI499xzsXXr1qzlbr31VlxzzTWlGkbREpbqLR6K2LBtVouJiIiIKkXJAnF3dzeam5vd8y0tLejq6kpb5ic/+Qne8Y534Pjjjy/VMMZFAgjHJPpGbETjDMVERERElaBkgdi27bQDYUgp087v3LkTTz75JD73uc+VagiHzbKBgbCNgVEbpsVgTERERDSblSwQt7W1oaenxz3f09ODlpYW9/zWrVvR09ODj3zkI/j0pz+N7u5uXHnllaUazmGJJiT6R2yMRLnTHREREdFsVbJAvHr1arzwwgvo7+9HJBLBk08+idNPP929/tprr8UTTzyBLVu24P7770dLSwsefPDBUg3nsNkSGInygB5EREREs1XJAnFrayuuu+46rF27Fh/60IdwwQUX4LjjjsP69euxY8eOUt1tyVjJA3qMRHn4ZyIiIqLZpKhp1w7XmjVrsGbNmrTLNm3alLXcwoUL8fTTT5dyKJNCQlWLE6ZEbZUGQ+cUbURERETlrmQV4tksZiLVW8wp2oiIiIjKWkkrxLOZ01sciUtUBwSq/CJtFg0iIiIiKg+sEE+QZQNDEbXTHecuJiIiIio/DMSTxEzOXXxoxELCZDAmIiIiKhcMxJPM6S8e5iGgiYiIiMoCA3EJSACjPAQ0ERERUVlgIC4hy9NGEWcbBREREdGMxFkmpkDMBOIjNqr8AqGA4PzFRERERDMIA/EUkQDCcYloQqLKL1AdENA0BmMiIiKi6caWiSlmy1R/cSRmT/dwiIiIiCoeA/E0sWxgMCLRP2whxh3viIiIiKYNWyamWdwC4mEbgTgQCmgI+NhGQURERDSVyrpC/MyOKN7qMmHNgvl+YyZwaFTNSBFLlP/jISIiIioXZV0h/vPuBF7vG0WVX2DFAgNvX+jDsnkG/Eb5VlljJhA3bQQMoIoVYyIiIqKSK+tA3FqvYVACkbjEy7sTeHl3AoYOHNmmwvGKBQZqguVXBJcAoiYQM234DSDk1xDwMxgTERERlUJZB+KPnVGNUH0tXu9M4K/7TOzuMmFawBv7TLyxz4QAsKhJx8qFPqxcaKC5Tp/uIY+LhKoYx0wbvhhQHdAQZDAmIiIimlRlHYgBoL5aw6oVAaxaEUAkLrFzfwKvd5rYtT+BuAl09Fro6LXw5MtAU52GlQsMrFzow6K5elnNA5yw1FHv/MlgzIoxERER0eQo+0DsVeUXOH6pH8cv9cO0JHZ3mXi908Rf9yUwHJHoHbLxh6E4/vB6HKGAwIr5BlYs9GFZm1E2vbrOrBQMxkRERESTY1YFYi9DF1g+34fl8324QAZxoN9yw3HXgI1wTOLPuxP48+4EdA04otXAigUGVi7wob565vcdc7o2IiIioskxawOxlyYEFsw1sGCugbOPD+LQiI039qm+4/ZuE5YN7DpgYtcBE7/5UxRtDRpWLFA75S2Yq0MTMzdsuj3GuqqQB308JDQRERHReFREIM7UWJPqO44mJN48YOKvnQns3G8iEpc4OGDj4EAMz70aQ3VQtVYctWBmt1YkLCARkRiJSgR9AoHkiYiIiIjyq8hA7BX0CRyz2IdjFvtg2RJ7ey23etw7ZGM0KvF/byXwf2+p1oqlLUYyIBuYWzvzZq2wJRCOS4TjklVjIiIioiJUfCD20jWBpS0GlrYYOPdEoG/Yws59qu+4vduCZQN/O2jibwdN/Nf/AXNrNbd6vKRZh6HPrNDprRpX+QWq/GLGjZGIiIhoujEQ5zG3VsepK3WculK1VvztgIk39qvWitGoRN+wje1vxLH9jTj8hjogyIoFPiyfZ6AuNHN2zLMlMBqTCMdUO0XQz3YKIiIiIgcDcZGCPoGjF/tw9GIfbCmxv19Vj3fuN7Gv30LcBF7vVNO8AUBbo4aj5vtw1HwDC+fq0GdAy4IEEElIRBMSfgOo8msI+AAxg3caJCIiIio1BuLDoAmBhXMNLJxr4MzjgOGIjV0HTOzcl8CbB03EEsDBQzYOHorhd6/GEPQBy+b5sHy+geXzDNRWTW/12HsEPF0DQgGBKvYZExERUYViIJ4EtVUaTjrCj5OO8MOyJTp6LOzcn8CuAya6BmxEE8D/60jg/3UkACSrx8mAvKhpeqvHlg0MRyRGoxJBvwrGPoPBmIiIiCoHA/Ek0zWBt7UaeFur2jFvcDRZPd6fwFsHTcRMT/X4tRgCPnVQkOXzVe9xwzQdFMSWQDgmEYml2in8PszoOZiJiIiIJgMDcYnVV2t45zI/3rlMHU56b2969TiWSO89bqrTsHyeaq1Y0mLAP8XVWm87hSbgzmnsN9hrTERERLMTA3wcpisAACAASURBVPEUMvT06vFQ2MabySPkvXkggWgC6B2y0TsUxwtvxGFowJIWA8vmGVjWZqC1QZvSUOqd01jXoA72YTAcExER0ezCQDyN6kIaTjrSj5OOVL3H+/st7Npv4s0DJjr7LZieeY+fAFATFDiyTQXkI9umduc8y1YtFeGYCsfO9G0+zmtMREREZY6BeIbQNYFFTQYWNamZK8IxG291WfjbAdVeMRhWB9h4pT2BV9rVznmtDRqWtalwPJXtFZadmtc4YABBvwafgRkxtRwRERHReDEQz1ChgIZjFms4ZrEPUkr0Dtv42wFVPd7dbSJuAl0DNroG4nj+r3HoGrC4WceRyYA8v1Ev+TRqEkDUBKKmDQFA1wC/IdSJO+QRERFRmWAgLgNCCDTX6Wiu07FqRcDdOc9pp9jXrw4rvbvLwu4uC0+9ouY+PqLNwBGtBo5oM9BUW9r+YwnAtAEz2XPMHfKIiIioXDAQlyHvznlnHw9E4hJvdZl466CqIPePqLmPX9tr4rW9avaKupBQ4bhVVZBLfWjpsXbI8xmsHBMREdHMwkA8C1T5BY5e5MPRi3wAgEMjNt7qSrZXdJkYjUkMhSVe3p3Ay7tV/3FTneYG5Le16ggFSheQvTvkCQH4dRXq/bqAwd5jIiIimmYMxLNQY42Gk2v8OPlIP2wp0T2gAvLfDppoT/YfO9O7vbQrDgGgtVHDES2q6ry0xUDQX5qQKqUzz7HEKGRa77Ghq3DMKjIRERFNJQbiWU4TAm2NOtoadaxeGYBlS+zrs1SLRZeJvT1qejd19Lw4tr8RhxDA/EYdb2vV8bYWNYNFwFeigIxU77FziRCAoQE+Q8CX/GlwejciIiIqEQbiCqNrAoubDSxuNvDeY4CEqXbQe6tLtVd09lmwJbCv38K+fgt/eD0OTQDz5+iqb7lFx+Lm0gVkQFWRExaQsFRIFpDQNBWSdV2on1qqokxEREQ0EQzEFc5nCDUbRZt6KcQSEh09JnZ3W9jdZWJ/vwrInX0WOvss/P41QBPAvEYdS50KcnPpWiwAVUW2bHWCmV5J1gTg01U49mkCerI/mYiIiKhYDMSUJuATWD7fh+Xz1Q560YRER7ea+7i9W1WNvRXk519XPchtjRqWtqj+4yXNOqqDpT+KnpSAJQHLlkACQLInWQjAp6dXk3VN9Spz+jciIiLKxEBMeQV9Akct8OGoBZ6A3KPCsbeCfOCQjQOH4njhjTgAoLlew9JmA0tadCxtNlBfPTWHmZZI7biXVk0GAM8MFz5dVZM1wbYLIiKiSlfWgZgxZuoFfQJHzffhqGQFOZaQ2NurAnJ7t+pBtmygZ9BGz2Ac//Omul1DtcCSZrWD3pJmHc11pT1QSCaZ/MeZ4cINyQCQbL1wTgKASFaVNQFongozZ78gIiKafUoaiB977DHcd999ME0T69atw8c+9rG065966ince++9kFJi4cKFuOOOO1BfX1/0+huqBRpDGiwpYUt1MAjbVl+h21JVCp0g5PlBkyjgE1g2z4dl81RATlhqFov2ZIvF3l41zdvAqMTAaAKvtKt5kEMBgcXNOpY0G1jcpGP+HH3Ke3+l5z+WBKzc18JbYdaSM2AIIaAlA7NwQnRyaS15gZa80GnjUD3PDNREREQzTckCcVdXF+6++25s3rwZfr8fl19+OU455RQsW7YMADAyMoKvf/3rePTRR9Ha2oqNGzfi3nvvxa233lr84HWBgN8bRbLZUqpgnAzMUhUH1eVAWnB2rstcXTERRgKwbQnLTq7TewUqJ4z7dOH2EgPqw8nBQxb29KiQ3NFjYTR5kI6/dpr4a6c6kp6hAwvmqBksljTrWNRU2oOFjJfzwUr1LLuX5Fs6/XUjUj80DdCTrRq6DhhCQNM9FWpPaJbJ16kK1QzTREREpVCyQLx9+3asWrUKDQ0NAIBzzz0XW7duxTXXXAMASCQS+NrXvobW1lYAwIoVK/DYY49N+jical220oYLJ8g4Qdy2AEtKmLaqYtsyFZ5nc2jWNYEFcw0smGtg9coApJToHbaxp9tCR6+JPd0W+kdsmBawp0cF598nb9tcp2Fxs45FTaqK3DTFbRYTJXOckVCvBTNtiez2DcDzDYeHgNP3rAKy+plq9fBWp51N5f3JCjUREVG2kgXi7u5uNDc3u+dbWlrwl7/8xT3f2NiI97///QCAaDSK+++/H1dddVWphjPlhBDu1+w6kPwnO4zIjHYPb/XarVonf8rkjAqWTJ33VqLLIVALIdBcp6O5Tsc7l/kBAMMRGx09Fjp6THT0Wu6Oej1DNnqGbPzv31SbRZVfYFGTqh4vbjKwYK5e0vmQp1Jm+0a+5WypDmaS+xnPUZ12JC90wnNa1TpZmfYG6bSbFhG6vaGeFW0iIionJQvEtm1nffWb6w/k8PAwPv/5z2PlypX48Ic/XKrhzFhCCPX1OZD8Bxhv9dqWEpYFmJaqQFvJPmrLTu+hdsy04FxbpeHoxRqOXqz6kOOmxP7+ZEDusdDRayESl4jEJXbuN7FzvwkgBiGA1noNi5oMNyjPrS2vKnKp5HyOkxeOHbiLfWWMEbrH2OxOD3XaYt7eaqQ+QDq91rkCuHv7jL7s1P/5vBMR0eEpWSBua2vDn/70J/d8T08PWlpa0pbp7u7Gpz71KaxatQo333xzqYYy62lCQDPUQTYyWbZ0q8xA8lDJpgrOpiWRsHJ/NT+d/EZ6H7LTZrG3R7VZ7O210DNoQ0rg4ICNgwOp2Syq/AIL56pwvHCujoVNBqpKeNCQSpb1mhnjRZTrQ1kRa8t73Vj92d6A7LSeOEE5cyfHsSre7nUM2EREFaNkgXj16tW499570d/fj6qqKjz55JP45je/6V5vWRY+85nP4LzzzsPnPve5Ug2j4uWaY9eXMZtDwpJuSE6YEgkbaSF6unnbLE46UrVZROIS+/pUi0Vnr5rNIppQl+86YGLXAdO9/dxazQ3JC+bqaGuY+hktaHKN1Z+dtzReYG3elg/nh7cK7f1VcsJydpU6NeOIt22KVW0iopmtZIG4tbUV1113HdauXYtEIoFLLrkExx13HNavX49rr70WBw8exGuvvQbLsvDEE08AAI455hhs2LChVEOiMfiSB6pw2LZEPNmCkTBVFdmeQQEZUJVg73RvtpToG7L/f3tnHiNXdef77zm39u6u3tttbMaB2MpCAPMSEmwIjmOwsRvHyLImxhGOQGReohkcodkIQTPRDGQIYwmBMu/NDC9KMjNGhGxyjICAnZAQt8nYKBgiwHhIvC+9VlfXfu895/1x7rl1a+uq3lzV3b+P1KquW3c5dzv3e3/ne34Hp4cdgTxs4WJMRZGHxwWGx4Wb8s3H1dDTSzrV39JOAx0tnDqcLXDKZoaZlr2kcJ5yUW3Ak/u6QCwztF2iwWwIgiAIgEnZSLHA2jhz5gzWrVuHAwcOYOnSpfUuzrxHSiWKLVvCsoGcrfzJjd6RT3uRTw/ZODOsBg2Jp8qXOOQHLuswnIwYBpZ2GIhGGEXwiLrR22ZUn2mKUB1KEARRyJweqY64NDDGEPApb6/GTRtXNBCKkPnOffV+1Sr0IgcBAPGUwNkRFUU+O2Lj7LCyWmRM4A8XbfzhYn54jqYQw5IOQ/11qsFDWsIUtSMIgiCI+QYJYmJKcGcwiUrp5IRQUWXTVhkwTDufLq6eRCMc0QjHR5bmrRYj4wJnhm2cHVYi+fyoDcsGkhlvVgtFS5jhsg4ljpd0kEgmCIIgiPkACWJiVuCcIchRkCdYi2RbSJiWsl4IUV/bBWcMXVEDXVEDK69Q02whMTAmcHZY5UQ+O2zh4piALYDxtMSxsxaOnS0Sye0GFjsC+bJ2slsQBEEQxFyCBDFxydAiGWDawQBTd9yzgKwlG6LznsEZFrcbWNye93BatsTFMYFzw5YSySM2BrwiOW3hmCeSHAnqdXD12aFyJFPHPYIgCIJoPEgQE3XFzXARVJ33cpbqDJezVAe+BtDHAACfkfcTayxb4mLMxrlRgfMjKpp8MWbDEkAqK/H+BQvvX8ivI+BTHaV6HbHd286xqNUomz+aIAiCIIhLBwliomFgjCHoz9ssdPQ4Z0pk7fr7j4vxGczJSpGfZguJwTGBc6M2zjt+5POjtiP0gVNDauQ9DWNAV5Sjt80RyW0cve3kSyYIgiCISwkJYqJh0dHjSFAJzayp/nJW40SOizE4Q2+7igLjSjVNSInRcYHzMVEgkhMZNYrg4JjA4JjAWydNdz1NIYbeNgOL2rgbVe6OchpQhCAIgiBmARLExJzA4AyRoBLHesCQnOXJidzAcMbQGTXQGTXwsT/xu9MTaYELMRvnRwUujNq4ELMxFBcQUmW4KLZccCeavMgRyotaDSxqM9DWRB34CIIgCGI6kCAm5hw+g8FnMIQ9vmPTVtYKs4F8x9VoDnMsD3MsX5yfZtrKcnEhZrsi+WJMIJVVHQ4HxgQGxgTeOplfJugDetoMLGpVYln/3xQi2wVBEARB1AIJYmJOU+A7DhWOpmc2WMe8WvAb+TzHGiklEhnpCGSBizHVeW8wrrJcZC3g9JAakQ/w2C6CDD1tHD2tSiD3tBrobuWIBEkoEwRBEIQXEsTEvEJFj4GQM1iI117RKGndJgtjDC1hhpYwx4rL8tNtITE8rgWywMUxGwMxgdGEgASQzEr88aKNP3pG3wOA5hBDjyOQe1o5uluVP5kiygRBEMRChQQxMa8pZ6/IWqpzXr0HBZkuBmeOqDVw9bL89JwlMTim8iRrkTwwZmMspfY2kZFIZAqHqQZURLm7laM7ajifSixHw+RRJgiCIOY3JIiJBUOBvSIMNSCI3Tij5s0UAV9pOjgAyJh5oaw/vUI5mZVIDtg4MWAXrQ/ojhroinJXMHdFOTqaKesFQRAEMT8gQUwsWPw+pgbFcEbN0wOCzLXOebUS8jNc3uXD5V2F07OmxGDcxqAjkAfjKg3caFJASpU/+awzOp8XzoC2Jq6EcpQ7Q2BzdLZwNIcoqkwQBEHMHUgQE4RDwMcQ8OU75+Uca0WuAQcFmUmCfoalnT4sLYooW7byKCuB7AjluI3huIBpA0ICIwmBkYTAe+eK1wl0tRjojHJ0tSiR3BVVw1frgVcIgiAIolEgQUwQZdDe40gQECI/pHTWmj/Wimr4DObkPDYA5PMnCykxnlJR5aG4UH/jSizHHftF1iwfVQZUp75ORySrPwMdzv8BGsaaIAiCqAMkiAmiCpwzhAJAKMAgpbJTqAiyyhu8UASyhjOG1iaG1qbCHMqAemkYHhcYitvOp3C/Z5yMcLpT38nBUrHcElZiuaOZo8P57Gwx0NHMEQqQWCYIgiBmBxLEBDEJGGMI+JS9IuJkrjBtJQRNa/7bK6oR8DEsbjewuN0omC6lRCrriOVxJZKHxwVGxpVwzllqvvG0xHi6tGMfAESCTAnlZo52j2DuaOZoDjNw8iwTBEEQU4QEMUFMA69ABpS9wrThZK9wOufJhRVBLgdjDE0hhqYQx590F/6mBx4Z0UI5ITCixXJCIOtEllNZiVTWxpnhUrHsM1QHP1csN3O0Nan/25s5QuRbJgiCICaABDFBzCCcMwQ53I5jUkpYArBtwBIkksvhHXhkWU/hbzqyPKJFckINPKI7842n1VG0bLh+5nKEA0yJ4ybmiuS2pvwfeZcJgiAWNiSICWIWYYzBbwB+AwA8ItmJIrufYmFbLSrhjSwXp4sDlFUlllRieTShUsVpsRxLqGwYAJDOSaRHbJwbKb+dphBDexNHa5MSzVootzqfFGEmCIKY35AgJohLDGMMfp/Kg6zRVgtLOCLZkrAlieRqBHz50fqKkVIimVHR5VhSieVRJ8IcS0qMpQRsJ6CczEgkM+XtGAAQ8qNEJLdGmPNJHmaCIIi5DgligmgAXKsF8qLKdkSyLSQsJ6OFvcAyWkwHxhiawwzN4VLfMqBeQsbT0hXLMfdPTRtLCliOYM6YwIWYwIVYeUsGZ0A0wtAaUQK51RHMUf09whAJ0mAlBEEQjQoJYoJoUAzOYHAAyI+mVyySc7aEoEjylOA8nz5uWZnfhRNh1kJ5LCkRSwlXLMeSwk0lJyQcIW0DKB9l9hlANJwXylFHKLd4pjWFKNJMEARRD0gQE8QcopJItuz8Z86iSPJMwD2d/cr5lwE17PVYSgnksZTzf9F3y9HHlq1H9gMqiWbOVC7mv7ojOiv7RBAEQZSHBDFBzHEKRLKDFseU/m12Cfore5iBfJaMeFoirsVySv0f9/yvO/8JCYyl6CwRBEFcakgQE8Q8RIvkgvRvzgh7toQrlhfaKHuXmnyWDJQMVqKRUiJjwhXJ8TSdEYIgiEsNCWKCWACUy2wBOAJZOB32HJFM2S0uLYwxhANAOGBgUVt50UwQBEHMLiSICWIB4zMYfEY+kgzkU8AJofIjW06eZOq8RxAEQcxXSBATBFGATgHn9SQDeYFs20VCmWwXBEEQxByHBDFBEDXBOUOAAyiyXXizXNgUUSYIgiDmICSICYKYFuWyXAB5oexGlkW+Ux8o4wVBEATRQJAgJghiVqgklKV0Isg2YMtCG4YgsUwQBEHUARLEBEFcUhhj8BsADKDEpyxVtgshlFi2dWTZsWOQWCYIgiBmAxLEBEE0DJwxcLdWKo0sa4EspRLMwvluCzWENUWYCYIgiKlAgpggiDkBYypFnM9N1ctK5hFe0SyUX1mIfIc/8i8TBEEQ5SBBTBDEvIEzBm5AWTLKCGYdZRYSkI4tQ3hFs/SkkSPhTBAEsWAgQUwQxIJBR5k9U8rOJ7ziWOYjz1IW2jO0RQMg8UwQBDGXIUE8T3jrZA4/fyODobhAV5Rjw8oQrl4WqNv6Jlq+2rpnetttEeDNkzaypkTQz3DNMgOxFGbsWM0k+w4n8fLRnFvWW68NYPP1TfUuVgmzeX00ApwzcMDp+AdUEs7SK5SlsmkIKCGtIs9zTzybx48j298PEYuBt7UhuHo1/CtW1LtYBEEQswqTcu6lzj9z5gzWrVuHAwcOYOnSpQW/NfqDdjIU74sUAv9zQUBIgDPg+uU+3HtrFG+dzOF7v0winVUPZ4M7D2SoBzVnwPJeDsZ5xePiFWIGV8sICXd9EoBl58vGHX0gJRAKFIrMcIBhLGWjKcgR8AHxlEAyC4QDDC1hhpGEcH2eBlfrlcgP4hD0Ae3NatmcBVgC2PHpCADg529kcGLAgmmpZUJFovGtkzk8/WoKPg4EfKo8qZwqr3dbTUGgs4UXrL/cdaKPSzonwRkQ9AN/0u1zj99kBexE1+e+w0k8dyQLxvLHX0rg9k8Esfn6ppJlP3SZgWPn7Jq/13ov6O2cHbZgC5URYnGH4S5ffIyrHcNy65/s8jN5X1c7jrNVZ0jpEcdCTRNCQiJ/roVHVHc0GxOtblpUqkPN48eRfuEFMM4Bvx8wTUghEN64cd6L4vSvfoXca68B2SwQDCJwww0Ir1lTcf7JvjhciheNufAyMxfKSCxM5pUgnu6DeqaZzkO8eF8ujArk7NL5moNA2lTishoBA+htVyIwlhSQEjBtgDtCUQths8x2akGLzPOjSvBqUSfKXGF6W1qgloMzwO8DIgGGphBHxpRIZZTA9cIAtDcDjHGkshIMqrlbjZ5Wubw9rRxZU2IspUoQDjBc3slwelgia0r3uJTbz3CQ44OLOA7/j1VRwBZT7frc9f9GkbOkk7sX7ksDA7Ck0yh4yRhPS8RS0o1bMlZ+X33Oy4zBlZi/+7PNE16DuoyWJTCecSZKIBphMAyGHZ+O4OdvZDCWFAj681HTrCnR2sTxV1uiFder74VUViLok2htMmpafibv6+J1jafV+Y+GgWik+gvSfKFSHZr4/vchx8fBAvl9l7kcWEsLmr/4xXoU9ZKQ/tWvkPv1r9UXxty388DNN7ui2CvkWDAIEYvBzRHIORAMIrJliyvuSuZPJMBDoVl70fC+zEghIMfHASHAuroQvuWWWROdxQLX+MAHYJ84UVbwLuQXLqLxmVeWiZ+/kYGPw31QB/0ATImfv5GZsWjSZKJs+sHbFATGkgJPv5rCDqCm5Yv3pZwYBoBEtvZ9ydnKQ5nK2siY+enCWbctgClqYQBAMgsks3lVJifolFTLtoQjauMpiXjaRneUI50rnU8CGE0AnS2i4HdevpXbZWCsUEGmcxLvnc+XWFQoYCoLtISBw/9juftoi/xz9LkjWRx81yyJPmoh2OQIweLrM2uqbZt24ZDHEsDFmA0hgZBfgjGOREa48/gdkVgOS6gOZkKqcv/4UGrC609fd+Om2rBuZYilJNoicO+FpmDhcjoaX47ie2E0IZGzAL9PIBLkVZefyfu6eF2pnABj6qWylbGa1j2fWqGKEbEYwBjE8LASe4YB1tQEGYvVvI7JRAAnI6Zmettecq+9pv4xPFF520butdcQXrOmQMixUAhiYCAvhDlXN0k6jfT+/fCvWFE6/9AQIARkIADOGBAIQIyMIPXMM2rZGiLSXspFs+0TJ5TQlBIyHlczMgY5MoL0Cy8AwKxEpL37aQ8NwT51Cqy5GSwSgRwfL9h2tr8fsG2IZDJ/fYVCyPb311w2ijATs8WcF8Teh9NYSiASAEaTSkj5DCAaZhUftLWse6qidioP8eJ9aYsAQf/MN5vG0zO+yrLMRNODkCpCKgQwGBcV1ykBDI2XLjtVGCqXX0IJOHf92hcq89ttCgIDMRvvnbPcKK6QQNYsFIK2kPjDBQsP/GesYnmZsyxjQDwtEQnmo/gSpWK4uOyMOesAcNHzElDO7qHFrmnl9485+xZPSdjCxuIOw4kQ57eRs4CuKC9b/uJ7we9zXnScfam2/GQF+EQMxQU4k7gQE24LgsEKWwImI+4n+6Lb6LBgEGJw0LloGGDbkGNj4N3dNS1fLJCKBdFE84qREdinTgGRCHhz84TLTnfbJWSzStgWHAympgPI9ver9erIufa8SJk/VpYFOTiI+BNPQGYygM8H3tJSMJ9MJoFQCHY87q4bhgHkcm6EupooLohmc55fNhAAb2uDGBnJ/yZVsxXjfFKis1ZKjktORSRkJgPe1AQEAkAu525bDA5CptOF11ciAWHXFoqp5RyTYCamSvkn0Ayxb98+bNq0CevXr8eePXtKfn/nnXewdetWbNiwAV//+tdhWRXCXBU4dtbE06+mMJZ0HphSiT3d/G8LYGRcIhyoEiqsgPdBzhiDLSTiKYH/82ICu/fG8dbJMuFKh6G4QKDodaOWB63eFwYl7FPZqYn5Spwemk4M+NKjfZVAbbaQGdtuld8rRWQ1jDEkMlI/j+Az8sI2llRrT+ckhuJqyOJYsvLOaY+pEOUtHLWWXcp817B9h5PYdziLdE75WtM5iZ8dzmIsJXBmWBSKYahnFxw7zYaVIVhC2RykVPYSS6jp5Si+F1ojysdhWqi4/Fsnc9i9N44H/jOGVFbdd14mEtATEQ4wjIznvfYMqjOctzWhVnHPGEPQz+Djavp8QOoL1rYBy1KfUp3nWvAKJMaY+nTEWLV5ZcY5hrlc1WWnu+0SgkHnBrMA01SfQqjpUJFzKQTs4WHYAwP55aRU85umKz5lPA5kMkAqBaH3yTDU+nI5tXwyqaYzpoSrE5l2I9UTUBDN9iyLXE6Vw7adG9Ypn2EAfr+K/s8wIhZT1geN3rZX4Hq2LfV0zvP77p1ehWrnWAtmOT5eIJjN48env7PEvGfWIsQXL17E448/jp/85CcIBALYvn07PvWpT2H58uXuPH/913+Nhx9+GCtXrsSDDz6IZ599Fjt27Kh5G79+OwtfEAVeRgCufxUAwFBQmU+mE5Q3MpXKCowkJBhT9Vq5yFCxT9K2C32S1R60ti0xnpawbMeTKoCxlEQ4MHM27+lETYk8F2LV1XlxFJd5piczdj6iXcM54Y5HmEngzPDkXmq8217cqa7HF3+XdTfrjShbtoqYavR0fT3mLIk9v04hHGCQUiKZRVXbQFeUF0SUwwGGaIQhY6Ls8sVRWCHUy2EiYxf4of/0xsikjgPg1AUercCdF2fTVse12rpnMlrdkCSThX4dQH3XAq4KIhYDCxW9GHkEkTd6J8fHAZ9PCTnvNiuIqelueyKMFStgv/VWfoJTHsOJLJZEzieC617Njo83FAILBCBz5fxejqDWfqtMBvEnnpg4slkpmm3bkELkBannmIrRUYCx6uueJLytTe2jjhAbhnqZ8OWlhUylIHM5xJ94QpVdP0T1PnuEcTWqneOSiHVRhLoYiiYTXmZNEPf39+OGG25AW1sbAGDDhg148cUX8Rd/8RcAgLNnzyKTyWDlypUAgK1bt+LJJ5+clCAeSQi0+AubP/XDXThRuZYQXL+stxe/wdXD/bkjqtmqnCjuinIMxGykcgJZZx0GV02+QT8rsECUe4iPpQDALuisUymKdn7ERjIjwbiTJUICcERQMgs0h4DE/AhCLQjKiVavzBhJFP5mF2kQH1fXS/HC3mwck0FHef/XleqW1xHuco/2zihX9hRnO9yxXOjOg01Bde9YAvjCzRH3+t+9N17WV7thZQjf+2USw+PCjcz6DaCjmRd42TXFFgufoToP6uNhC3V8pkLGBNqbgPEM3BdPfaZ0cJRNIHiKxT0w9Wh1IyJtuzDqCCihVWMEr0QgAYBpgre1lTZ3j43lbQMFhZAly05325XQgsg+fVpN8Iq0QAAYH3eKNImbjjF1/Jwou5RSRb8nEn6e9ct4HHYigdSPfwzW2grkcoViLRh0rQku+rzp6Xp9WhzbNhAOT95KUoXg6tVqXbmcihQ7AhS2Dfvixfz2m5vVthOJvGDW0etAAEZXl7vOiURqtXM8mZeiaVlsiHnJrNXiAwMD6Pb4znp6enDx4sWKv3d3dxf8Xgshf2nzp4R62C7tNNDbZsBncPdh9fLRnCuGvZ8vHy1vffjQZQbGUrKgmdoWaruAihq/d9bC//6/I/j2tuhwggAAGCVJREFU8wmks8JtSo1GOMIBZeE4MywwlpJY/SF/xSiaaQNg+cg2d/4P+BgevautrHAgGpfiDn2s6P+e1olvPa8Y5kz5f3XquMu7jKpBKi866tkaBo6dswvKI1EaoA4HGLqjHIZzDS7t5KqFEyodXrFVoNjuo1tPvJYiKaUbXJMSSOWAVFaWnb/YYhFLSreMAZ960c2awE9em7wZvivK4TM4etsMdLZw9zgzpn67rMNAJMAqWiAmaxeZc2jfqbYBaCtAjRG84OrVKsNBLqeEYC4HKQSCq1eXNHdXfLMTwl1WZDKQ6TTiTzyBxPe/P2HTt3fbdjoNe3AQYnQUMp0uu5y3ed0VZ5yDtbfD6O0Fb2/PC6lcDohG1TxesQkUvjx4j6NjC3CtIK2tMHp6YPT0lF/Gu6wQQDYLOTTkdlZLPfss4rt3K0GsbS1CqHMEAMEgmPYsa1GurQmOMJ2KFWUi/CtWILxxI1hLC2QmAxaJAKFQ/tg4Fgrm96ttt7S41xLv7gZvaQHz+xFcvRpAectDau9ejP/rvypvdjqtroky1xegBLN7PDQVXoqmZbEh5iWzFiEWQhREWtQDkdX8ey1Uav5U6a9kSVRW59j1whnc3v3FHDtnIxouTGtmcCBjSsSSwu2c5uNOM3gW8CUF2po40jmJjKMHlnaqCHH/MRMf6MmVFcUGV2XQnchk0fRavKPEpWOiTndAaeo6WfR/LZYLTVeUY3hcze+OsuZZod8o3F7Ak3WCMfVyCKh7QjftB3xAdgIfdLGtQUigo4W5fvxUViCelhgYEzg1mCxIdeczgLAfbuvJz9/IoCnI0dGslr0QU9aHVE4iGuElHU67ohwXRy2kzcLUebp64Aywmcq8MVk2rAzh6VdTyKYE4imZ1zYARsYFOlo4Qv7KFoirlwWwA5i3WSZYc7Pq9FRmei3oyJo3whdyInzp558vjd5VQGYyQCCgqnfLqimCp6el9+8HRkeVuG1tBSzLXc5bNpnJKBEUCqmIpSP+5ego7ECgIHKpI5OssxMAYA8Pq0in3w+js1P5gnUUXTc1AGDd3Yh+5StuOrua8L4sCAGZzbpWFqmjq4bhduSDTmFm28rW4Ynyu2UDpmxFKUelKG7i+9+HtG3XsqC3rTsT8lAItpRAIqE63nmuD6DU8iCEANJpiGwWvKvL9UiLeFztu5NhQy9fErF20rqFHMHsZToWG2J+MmuCuLe3F0eOHHG/Dw4Ooqenp+D3wcFB9/vQ0FDB77WQtYD2tnzzp89QuXYzporKao+wflgF/QyZnHR8xc4DVqqBJcoxFBeIRjhaGSvwEJtWXkQbnhdwKVXP+bYmYCyl/Bt+A05EDRNmmVjS6SsQAVpULGqf84lAGhafkR+ad7IuhGrzF4vU6TA8LlQnUdvpkAYg4AdyJgBW6Av3WOchPd+B2pv29cukYTB86TPKErF7bxxjTsc/fS8A6hhmciqCqyPYtgBiKSCWUq0nUgIhv4py15LZ4UOXGTh+Lp/fWc/Git4qLAE88J+xSYlSLWifejnp2kiYsx9CqvuWN/EJj9PVywLzRgAXwxiD1E37ulKzbcjR0Zr9p/4VK8r+Xra5O79h9elENqJf/WqJuKrmB9Xbzvb3Q7a3F+RSRi6HzIEDKqeybiKPx1WE0efLN/V75odpwvjEJwBUsAZooS6lSk0Xj+c7z3EOhEII33JL+eWdY8zb2sCCQdjnz5ceBwcZjxflYXQyR3R1IfqVryC+e3dh5gYg30EQKOvrnYwVpZiJrAYlIlNv2yPGuWGALV1aNq918fIymXSvQ8ZUvwXXZuO8EJiHD8N32WUF150W6wgEwHw+pJ9/HtlJ2i9mA/IsNzazZplYvXo1Dh06hJGREaTTabz00ku4+eab3d+XLFmCYDCI119/HQCwd+/egt9roaM53/y5tNNAq+PV9ftUVLY1wtB/zHSbYq9ZZhR4MLUQumZZ+earrih3I20RJ8KlH/oASv531yklTGe5aDgvSSbqfLNhZQg+H0d7E8eSDvXp83E3uj252DlRC/qlyODKwtAambmjPMnGjgmxBdAd5WgKq+tPSolIgIExZYNY0qEG62BMCTttIdLXZ7mmfdPpPKfLqYUhoCLCrU28YHAKr1UgnnaiXwDamni+lQalHcz1KIdpU9kcasnscOycjdYIc0Vqgb1DOjmsnRahShaNibh6WQCRIMPSTo6uFnUc9XbMKl7/+Y7MZlVU1WsN4OptbLq99ovtFIUbzkdVtUApyWAA1BTBq7jc0FChZcMRiCKRUFkhymC9845avMgaYHR1IXDzzeAdHSrS2dGBwGc+A+Pyy8GiURhLlxYM0lFiLejoAAuHlaVC2zW8x0Lj8xXeUJ6XFemkVyvJ3KDXpbODOMdTi/dim8FkmchqUGxZ4LplwdnPatsusTzozoHOPgn9cqCbhKWETKeROXDAXcS/YgWav/hFhDdtcjOGlLt2J7L3zAaUAaPxmbXw46JFi3D//fdj586dME0T27ZtwzXXXIMvfelL2LVrF66++mrs3r0bDz30EBKJBK666irs3LlzUtu4+aNB7D8OwJQI+IDRhIrKtkZY2ahsLKUeoKlcXgxFAiqaVQ7dvKrXb3DVjLzj0xE89XISOStfcenhkhlTgiLoZwj6pJtvFpg4QletKVbbQRodb3P9dKlmS5guWjwCKjLotRnoCK+3Y5n3ZUoLSM6UOPM+w6aihQ1W2rHOyze2txVkMelpM/Dpj+YH/eiOcoxnlFDW5yCZFWiNGEhmZcn1FPQz5CwJv+dytEXes16M9/ocGBPwGUoMhwPMPU/ui6ZnOX2c9DR937nDFJexNg3FBVrCyocPqJRwg2OiIP0cA9DRXP4+rwXdOU7dn8r+YVrquMz3UeomQkfNeLE1wOdTIrKGKG0lSqJ3oZC6EHKeCjkUgrFoUUFZJhvBq7ScurHzQtmN6uoUaxrtvbVtNaCGp/wl+1ycM3iCHMLFyxdEC7u6Cke+05HmUAhIeHrgai+3t8LRQlg/gPQ0pzOf0dVVMuBJaBqRyYmsBuFNm0oi4SwcBpqaylokiikbSZcyL6wtTyXt8UZ7z5OmWsaJiew9s8FkM2AQl55ZbY/fvHkzNm/eXDDtqaeecv//8Ic/jB/96EdTXv+HlvjR0xtxRYKE6kHuFaHeqOxQXKCzhaOryLs8Fb/grdeaeO5ItmCIYsbyw/bqjkZZR0xXyzKht1fpQazt0rMpEGcCnXN3JjzP1fZ1ssejeP5omBXYYLziF1AvOXo/tA/cO6xvyfDaMQHTVp5y78uLFtgTvSjUsh/lrg/v3VU8gtqf3lhZ2N16baDk+pVSTa+2fW2f8A60YVpwR+zTuK2/nnUIqeYPGCpqXC7tWrk0bW1Nys8cCTJ30JpK93kteF92wwEGg7MFMWRzNUoEiSNAuNdDPA2fpVeIuE3vzc0Ffk8doZuMH3TCfXCWYx0dShg7goSHQrB1zmFvvmAtOmtJsTYNJhTInlH77FQqb8PQwhdQnloARk8P7KEhN7uDN3NDgS2hxlHwqjHRi0pZkblhQ82Cr3h51tGh/NM6kq7xnpcK56kWj3Ale89sQJ7lxmfOG1S9IsHrc9R4o7JTSZlUSaTqNG2VchrPdOcbHdHTFo2ZisLOJD6eT3fXHFT+52RG4vyIDeY04dda7u4oQyTIcXrIrpg7eTovBwxwo4NjKZXuDo6f2GuD0eK4nHArPsfFUdqzI8JNBViNjhaOWFKUfZEoHuClEpPxtla7fieiuOUkEmAYsyRaw0A0wnF6WBQcR28mK93BL2tKXNbJ8VdbolXXP5GfWTPZ1GfzvXPcVCnrwQwEwIKe5Msz5LOsFqGbagSv0nIASoQy8/sR/tznkN6/H1JHGXWTvJRuJ7pLQaUItHn8ONJ796rOdY4wZqEQQuvWAci/ALBgsOyLxUxT7UVluiJzohcFvT23UpngPNXDIzwRjVYeopQ5L4i9lHuQeqOy1X6fLJuvb5pQQMxk55viiJ6OdhY35U8Wr/dZZ1xiLJ/rVcLxgToBCtNW4vyaZQZiKRWVCwcYxlI2moK87HH93i+TSGelO4Kgt2XP4EpAd7YYSOekuy6Dq4hAa4RhNJnfOW1TMIx850MdnSzeLx3hdZvrPb+HA6p1wGuDOTFQGvUH8lH/chSfY2+UdnG7geFxG5ZdOHpicaR6aaeBrTeEcWLAxL7D2ULLAYDbrisaCWKGqHb9VqJYTBbbN9qb1EAa2qOv9zfsL2+RqLb+cnmNZ+I+ns+d46ZDuSiunGSUdirbmsrvU1muksBO7d2rOmyV6RRXT/wrVgBbtlTsjHWpm/7rsT3v9VjreZpqC8Ns0WjlIUphclIZxxuDM2fOYN26dThw4ACWLl1a8Ftxs3Fx1Kfa741M8Sh7XlEKSMRTKidz0M/Q3iRxIaZEHWdAbxswmmRll+2KcnzosrygKfe92nGa6LgW/1Zt3dOdvy0CvHnSdvf18k6G08Oy4r571zeZkQxrYbL7MtPbrxcTXaszcd/N5fu4EZioDi1mofSMXyj7OdeZzHlqtHPaaOUhCpl3gpggCIKYGKpDCYIgCpkf440SBEEQBEEQxBQhQUwQBEEQBEEsaOZkpzrbSUR+4cKFOpeEIAhidujt7YXPNztVNNWhBEHMdyZbh85JQayHfP7CF75Q55IQBEHMDrPp76U6lCCI+c5k69A52akuk8ng97//Pbq7u2EY5YddJgiCmMvMZoSY6lCCIOY7k61D56QgJgiCIAiCIIiZgjrVEQRBEARBEAsaEsQEQRAEQRDEgoYEMUEQBEEQBLGgIUFMEARBEARBLGhIEBMEQRAEQRALGhLEBEEQBEEQxIKGBDFBEARBEASxoJmTgnjfvn3YtGkT1q9fjz179tS7OEgkErj99ttx5swZAEB/fz82b96M9evX4/HHH69bub797W+jr68PfX19eOyxxxqqbADwxBNPYNOmTejr68N3v/vdhivft771LTzwwAMAgHfeeQdbt27Fhg0b8PWvfx2WZdWtXHfddRf6+vqwZcsWbNmyBUePHm2Ie+IXv/gFtm7dio0bN+Lhhx8G0Djn84c//KF7vLZs2YKPf/zj+Id/+IeGKd/evXvde/Vb3/oWgNm95hrhevFCdejUoDp0ajRqHQo0bj26IOpQOce4cOGCXLt2rRwdHZXJZFJu3rxZHj9+vG7leeONN+Ttt98ur7rqKnn69GmZTqflmjVr5KlTp6RpmvKee+6Rr7zyyiUv18GDB+XnP/95mc1mZS6Xkzt37pT79u1riLJJKeVvf/tbuX37dmmapkyn03Lt2rXynXfeaZjy9ff3y0996lPyb//2b6WUUvb19cnf/e53Ukopv/a1r8k9e/bUpVxCCHnTTTdJ0zTdaY1wT5w6dUredNNN8vz58zKXy8k777xTvvLKKw1zPr2899578tZbb5Xnzp1riPKlUil5/fXXy+HhYWmapty2bZs8ePDgrF1zjXC9eKE6dGpQHTo1GrUOlXLu1KPztQ6dcxHi/v5+3HDDDWhra0MkEsGGDRvw4osv1q08zz77LP7+7/8ePT09AIA333wTy5Ytw+WXXw6fz4fNmzfXpXzd3d144IEHEAgE4Pf78cEPfhAnTpxoiLIBwCc/+Un8x3/8B3w+H4aHh2HbNuLxeEOULxaL4fHHH8eXv/xlAMDZs2eRyWSwcuVKAMDWrVvrdtz+8Ic/AADuuecefO5zn8N//dd/NcQ98fLLL2PTpk3o7e2F3+/H448/jnA43BDns5hvfOMbuP/++3H69OmGKJ9t2xBCIJ1Ow7IsWJYFn883a9dcI1wvXqgOnRpUh06NRq1DgblTj87XOnTOCeKBgQF0d3e733t6enDx4sW6leeRRx7BJz7xCfd7o5RvxYoV7oVw4sQJvPDCC2CMNUTZNH6/H08++ST6+vqwatWqhjl2f/d3f4f7778f0WgUQOk57e7urttxi8fjWLVqFf7lX/4F3/ve9/DMM8/g3LlzdT9uJ0+ehG3b+PKXv4wtW7bg6aefbpjz6aW/vx+ZTAYbN25smPI1Nzfjq1/9KjZu3Ig1a9ZgyZIl8Pv9s3bNNcp+a6gOnTpUh06eRq1DgblRj87nOnTOCWIhBBhj7ncpZcH3etNo5Tt+/Djuuece/M3f/A0uv/zyhiobAOzatQuHDh3C+fPnceLEibqX74c//CEWL16MVatWudMa6Zxed911eOyxx9DS0oKOjg5s27YNTz75ZN3LZ9s2Dh06hG9+85v4wQ9+gDfffBOnT5+ue7mKeeaZZ3D33XcDaJzz+u677+LHP/4xfvnLX+LVV18F5xwHDx6ctbI1yn5XotHKR3Xo5KA6dOrMhXp0Ptehvtku6EzT29uLI0eOuN8HBwfdprZGoLe3F4ODg+73epbv9ddfx65du/Dggw+ir68P//3f/90wZXv//feRy+XwkY98BOFwGOvXr8eLL74IwzDqWr7nn38eg4OD2LJlC8bGxpBKpcAYKzhuQ0NDdTtuR44cgWma7sNGSoklS5bU/bx2dXVh1apV6OjoAADccsstDXE+veRyORw+fBiPPvoogMa5V3/zm99g1apV6OzsBKCa9r7zne/M2jVHdWjtUB06eagOnTqNXo/O9zp0zkWIV69ejUOHDmFkZATpdBovvfQSbr755noXy+Xaa6/FH//4R7fp47nnnqtL+c6fP48///M/x+7du9HX19dQZQOAM2fO4KGHHkIul0Mul8OBAwewffv2upfvu9/9Lp577jns3bsXu3btwmc/+1n80z/9E4LBIF5//XUAqjdrvY7b+Pg4HnvsMWSzWSQSCfz0pz/FP//zP9f9nli7di1+85vfIB6Pw7ZtvPrqq7jtttvqfj69HDt2DB/4wAcQiUQANM798OEPfxj9/f1IpVKQUuIXv/gFPvnJT87aNUd1aG1QHTo1qA6dOo1ej873OnTORYgXLVqE+++/Hzt37oRpmti2bRuuueaaehfLJRgM4tFHH8V9992HbDaLNWvW4Lbbbrvk5fjOd76DbDbrvskBwPbt2xuibACwZs0avPnmm7jjjjtgGAbWr1+Pvr4+dHR0NET5itm9ezceeughJBIJXHXVVdi5c2ddyrF27VocPXoUd9xxB4QQ2LFjBz7+8Y/X/Z649tprce+992LHjh0wTRM33ngj7rzzTlx55ZUNcz5Pnz6N3t5e93uj3Ks33XQT3n77bWzduhV+vx9XX301/uzP/gy33nrrrFxzVIfWBtWhMwvVodVp9Hp0vtehTEopL1GZCYIgCIIgCKLhmHOWCYIgCIIgCIKYSUgQEwRBEARBEAsaEsQEQRAEQRDEgoYEMUEQBEEQBLGgIUFMEARBEARBLGhIEBMEQRAEQRALGhLEBEEQBEEQxIJmzg3MQRAzjRAC3/zmN3H06FEkk0lIKfHwww/jiiuuwNe+9jWcOnUKbW1t6O7uxooVK3Dffffh/fffxyOPPIJYLAbbtnHXXXdh27Zt9d4VgiCISw7VocR8gAQxseA5evQoBgYG8IMf/ACcc/z7v/87nnrqKUQiESxfvhz/9m//hoGBAWzduhUrVqyAZVnYtWsXHnvsMVx11VUYHx/H5z//eSxfvhwrV66s9+4QBEFcUqgOJeYDJIiJBc91112H1tZWPPPMMzh9+jR++9vfoqmpCYcPH8ZPf/pTAEBPT487JOWJEydw6tQpPPjgg+46MpkM3n77barMCYJYcFAdSswHSBATC55XXnkFjzzyCO6++26sW7cOV155JX72s5/B5/PBO7I558pyb9s2WlpasHfvXve3oaEhtLS0XPKyEwRB1BuqQ4n5AHWqIxY8Bw8exNq1a7Fjxw587GMfw/79+2HbNtasWYMf/ehHAIDR0VHs378fjDFcccUVCIVCbmV+/vx53H777fj9739fz90gCIKoC1SHEvMBJr2vbwSxAHn//ffxl3/5l7BtG5Zl4cYbb8RLL72EvXv34qGHHnI7hEgp8ZnPfAb33nsv3n33XbdDiGVZ2LlzJ+6888567wpBEMQlh+pQYj5AgpggKrBnzx589KMfxXXXXYdcLocdO3bgvvvuw5o1a+pdNIIgiIaH6lBiLkEeYoKowPLly/GP//iPEELANE3cdtttVJETBEHUCNWhxFyCIsQEQRAEQRDEgoY61REEQRAEQRALGhLEBEEQBEEQxIKGBDFBEARBEASxoCFBTBAEQRAEQSxoSBATBEEQBEEQCxoSxARBEARBEMSC5v8DsZE+j+8daGAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example titanic dataset\n",
    "df = sns.load_dataset(\"titanic\")\n",
    "\n",
    "# Make a custom palette with gendered colors 设置颜色\n",
    "pal = dict(male=\"#6495ED\", female=\"#F08080\")\n",
    "\n",
    "# Show the survival proability as a function of age and sex\n",
    "# logistic设定画出逻辑回归模型\n",
    "g = sns.lmplot(x=\"age\", y=\"survived\", col=\"sex\", hue=\"sex\", data=df,\n",
    "               palette=pal, y_jitter=.02, logistic=True);\n",
    "g.set(xlim=(0, 80), ylim=(-.05, 1.05))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. Plotting on a large number of facets(FacetGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x540 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"ticks\")\n",
    "\n",
    "# Create a dataset with many short random walks 创建数据集\n",
    "rs = np.random.RandomState(4)\n",
    "pos = rs.randint(-1, 2, (20, 5)).cumsum(axis=1)\n",
    "pos -= pos[:, 0, np.newaxis]\n",
    "step = np.tile(range(5), 20)\n",
    "walk = np.repeat(range(20), 5)\n",
    "df = pd.DataFrame(np.c_[pos.flat, step, walk],\n",
    "                  columns=[\"position\", \"step\", \"walk\"])\n",
    "\n",
    "# Initialize a grid of plots with an Axes for each walk 初始化绘图坐标窗口\n",
    "# col_wrap每一行四张图，col以walk进行分类\n",
    "grid = sns.FacetGrid(df, col=\"walk\", hue=\"walk\", palette=\"tab20c\",\n",
    "                     col_wrap=4, height=1.5)\n",
    "\n",
    "# Draw a horizontal line to show the starting point 画出线条图\n",
    "grid.map(plt.axhline, y=0, ls=\":\", c=\".5\")\n",
    "\n",
    "# Draw a line plot to show the trajectory of each random walk 画图点图\n",
    "grid.map(plt.plot, \"step\", \"position\", marker=\"o\")\n",
    "\n",
    "# Adjust the tick positions and labels  设定x,y坐标范围\n",
    "grid.set(xticks=np.arange(5), yticks=[-3, 3],\n",
    "         xlim=(-.5, 4.5), ylim=(-3.5, 3.5))\n",
    "\n",
    "# Adjust the arrangement of the plots\n",
    "grid.fig.tight_layout(w_pad=1)"
   ]
  }
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